Overview
Brought to you by YData
Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 20 |
| Duplicate rows (%) | 0.3% |
| Total size in memory | 694.8 KiB |
| Average record size in memory | 101.0 B |
Variable types
| Categorical | 7 |
|---|---|
| Numeric | 3 |
| Boolean | 21 |
| Dataset has 20 (0.3%) duplicate rows | Duplicates |
Contract_Two year is highly overall correlated with tenure | High correlation |
DeviceProtection_No internet service is highly overall correlated with InternetService_No and 6 other fields | High correlation |
DeviceProtection_Yes is highly overall correlated with MonthlyCharges and 1 other fields | High correlation |
InternetService_Fiber optic is highly overall correlated with MonthlyCharges | High correlation |
InternetService_No is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
MonthlyCharges is highly overall correlated with DeviceProtection_No internet service and 14 other fields | High correlation |
MultipleLines_No phone service is highly overall correlated with MonthlyCharges and 1 other fields | High correlation |
MultipleLines_Yes is highly overall correlated with MonthlyCharges | High correlation |
OnlineBackup_No internet service is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
OnlineBackup_Yes is highly overall correlated with TotalCharges | High correlation |
OnlineSecurity_No internet service is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
PhoneService is highly overall correlated with MonthlyCharges and 1 other fields | High correlation |
StreamingMovies_No internet service is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
StreamingMovies_Yes is highly overall correlated with MonthlyCharges and 2 other fields | High correlation |
StreamingTV_No internet service is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
StreamingTV_Yes is highly overall correlated with MonthlyCharges and 2 other fields | High correlation |
TechSupport_No internet service is highly overall correlated with DeviceProtection_No internet service and 6 other fields | High correlation |
TotalCharges is highly overall correlated with DeviceProtection_Yes and 5 other fields | High correlation |
tenure is highly overall correlated with Contract_Two year and 1 other fields | High correlation |
PhoneService is highly imbalanced (54.1%) | Imbalance |
MultipleLines_No phone service is highly imbalanced (54.1%) | Imbalance |
Reproduction
| Analysis started | 2025-08-09 10:12:53.387535 |
|---|---|
| Analysis finished | 2025-08-09 10:12:56.064012 |
| Duration | 2.68 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3555 | |
| 0 | 3488 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5901 | |
| 1 | 1142 | 16.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3641 | |
| 1 | 3402 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4933 | |
| 1 | 2110 |
tenure
Real number (ℝ)
High correlation 
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.371149 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.559481 |
|---|---|
| Coefficient of variation (CV) | 0.75868426 |
| Kurtosis | -1.3873716 |
| Mean | 32.371149 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.23953975 |
| Sum | 227990 |
| Variance | 603.16811 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 70 | 119 | 1.7% |
| Other values (63) | 4778 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.2% |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
PhoneService
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 399.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 6361 | |
| 0 | 682 | 9.7% |
PaperlessBilling
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 399.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4171 | |
| 0 | 2872 |
MonthlyCharges
Real number (ℝ)
High correlation 
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.761692 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.090047 |
|---|---|
| Coefficient of variation (CV) | 0.46462725 |
| Kurtosis | -1.2572597 |
| Mean | 64.761692 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.22052443 |
| Sum | 456116.6 |
| Variance | 905.41093 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 20 | 43 | 0.6% |
| 19.7 | 43 | 0.6% |
| 19.65 | 43 | 0.6% |
| 19.55 | 40 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (1575) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
TotalCharges
Real number (ℝ)
High correlation 
| Distinct | 6531 |
|---|---|
| Distinct (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2279.7343 |
| Minimum | 0 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48.6 |
| Q1 | 398.55 |
| median | 1394.55 |
| Q3 | 3786.6 |
| 95-th percentile | 6921.025 |
| Maximum | 8684.8 |
| Range | 8684.8 |
| Interquartile range (IQR) | 3388.05 |
Descriptive statistics
| Standard deviation | 2266.7945 |
|---|---|
| Coefficient of variation (CV) | 0.99432397 |
| Kurtosis | -0.22857981 |
| Mean | 2279.7343 |
| Median Absolute Deviation (MAD) | 1223.1 |
| Skewness | 0.96323465 |
| Sum | 16056169 |
| Variance | 5138357.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.2% |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 20.05 | 8 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.65 | 8 | 0.1% |
| 45.3 | 7 | 0.1% |
| 19.55 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| Other values (6521) | 6962 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | < 0.1% |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | 0.1% |
| 19.25 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
InternetService_Fiber optic
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3947 | |
| True | 3096 |
InternetService_No
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
Contract_One year
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5570 | |
| True | 1473 | 20.9% |
Contract_Two year
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5348 | |
| True | 1695 | 24.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5521 | |
| True | 1522 | 21.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4678 | |
| True | 2365 |
PaymentMethod_Mailed check
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5431 | |
| True | 1612 | 22.9% |
MultipleLines_No phone service
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6361 | |
| True | 682 | 9.7% |
MultipleLines_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4072 | |
| True | 2971 |
OnlineSecurity_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
OnlineSecurity_Yes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5024 | |
| True | 2019 |
OnlineBackup_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
OnlineBackup_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4614 | |
| True | 2429 |
DeviceProtection_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
DeviceProtection_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4621 | |
| True | 2422 |
TechSupport_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
TechSupport_Yes
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4999 | |
| True | 2044 |
StreamingTV_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
StreamingTV_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4336 | |
| True | 2707 |
StreamingMovies_No internet service
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5517 | |
| True | 1526 | 21.7% |
StreamingMovies_Yes
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4311 | |
| True | 2732 |
Interactions
Correlations
| Churn | Contract_One year | Contract_Two year | Dependents | DeviceProtection_No internet service | DeviceProtection_Yes | InternetService_Fiber optic | InternetService_No | MonthlyCharges | MultipleLines_No phone service | MultipleLines_Yes | OnlineBackup_No internet service | OnlineBackup_Yes | OnlineSecurity_No internet service | OnlineSecurity_Yes | PaperlessBilling | Partner | PaymentMethod_Credit card (automatic) | PaymentMethod_Electronic check | PaymentMethod_Mailed check | PhoneService | SeniorCitizen | StreamingMovies_No internet service | StreamingMovies_Yes | StreamingTV_No internet service | StreamingTV_Yes | TechSupport_No internet service | TechSupport_Yes | TotalCharges | gender | tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Churn | 1.000 | 0.177 | 0.302 | 0.163 | 0.227 | 0.065 | 0.307 | 0.227 | 0.276 | 0.000 | 0.038 | 0.227 | 0.081 | 0.227 | 0.170 | 0.191 | 0.150 | 0.133 | 0.301 | 0.091 | 0.000 | 0.150 | 0.227 | 0.060 | 0.227 | 0.062 | 0.227 | 0.164 | 0.213 | 0.000 | 0.364 |
| Contract_One year | 0.177 | 1.000 | 0.289 | 0.067 | 0.036 | 0.101 | 0.075 | 0.036 | 0.128 | 0.000 | 0.000 | 0.036 | 0.083 | 0.036 | 0.099 | 0.050 | 0.082 | 0.066 | 0.108 | 0.000 | 0.000 | 0.044 | 0.036 | 0.063 | 0.036 | 0.060 | 0.036 | 0.095 | 0.208 | 0.000 | 0.307 |
| Contract_Two year | 0.302 | 0.289 | 1.000 | 0.204 | 0.218 | 0.164 | 0.211 | 0.218 | 0.303 | 0.000 | 0.105 | 0.218 | 0.110 | 0.218 | 0.191 | 0.147 | 0.247 | 0.172 | 0.282 | 0.000 | 0.000 | 0.116 | 0.218 | 0.073 | 0.218 | 0.071 | 0.218 | 0.240 | 0.396 | 0.000 | 0.596 |
| Dependents | 0.163 | 0.067 | 0.204 | 1.000 | 0.139 | 0.007 | 0.165 | 0.139 | 0.142 | 0.000 | 0.021 | 0.139 | 0.020 | 0.139 | 0.080 | 0.110 | 0.452 | 0.059 | 0.150 | 0.057 | 0.000 | 0.210 | 0.139 | 0.038 | 0.139 | 0.011 | 0.139 | 0.062 | 0.091 | 0.000 | 0.163 |
| DeviceProtection_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| DeviceProtection_Yes | 0.065 | 0.101 | 0.164 | 0.007 | 0.380 | 1.000 | 0.175 | 0.380 | 0.519 | 0.070 | 0.200 | 0.380 | 0.303 | 0.380 | 0.275 | 0.103 | 0.153 | 0.111 | 0.000 | 0.187 | 0.070 | 0.058 | 0.380 | 0.402 | 0.380 | 0.390 | 0.380 | 0.333 | 0.522 | 0.000 | 0.358 |
| InternetService_Fiber optic | 0.307 | 0.075 | 0.211 | 0.165 | 0.465 | 0.175 | 1.000 | 0.465 | 0.852 | 0.289 | 0.366 | 0.465 | 0.165 | 0.465 | 0.028 | 0.326 | 0.000 | 0.048 | 0.336 | 0.306 | 0.289 | 0.255 | 0.465 | 0.322 | 0.465 | 0.329 | 0.465 | 0.016 | 0.370 | 0.000 | 0.000 |
| InternetService_No | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| MonthlyCharges | 0.276 | 0.128 | 0.303 | 0.142 | 0.967 | 0.519 | 0.852 | 0.967 | 1.000 | 0.664 | 0.526 | 0.967 | 0.488 | 0.967 | 0.425 | 0.360 | 0.156 | 0.056 | 0.318 | 0.377 | 0.664 | 0.234 | 0.967 | 0.665 | 0.967 | 0.668 | 0.967 | 0.445 | 0.638 | 0.007 | 0.276 |
| MultipleLines_No phone service | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.070 | 0.289 | 0.171 | 0.664 | 1.000 | 0.279 | 0.171 | 0.050 | 0.171 | 0.092 | 0.011 | 0.012 | 0.000 | 0.000 | 0.000 | 0.999 | 0.000 | 0.171 | 0.030 | 0.171 | 0.019 | 0.171 | 0.095 | 0.152 | 0.000 | 0.000 |
| MultipleLines_Yes | 0.038 | 0.000 | 0.105 | 0.021 | 0.210 | 0.200 | 0.366 | 0.210 | 0.526 | 0.279 | 1.000 | 0.210 | 0.202 | 0.210 | 0.097 | 0.163 | 0.141 | 0.059 | 0.082 | 0.227 | 0.279 | 0.142 | 0.210 | 0.258 | 0.210 | 0.257 | 0.210 | 0.100 | 0.469 | 0.000 | 0.333 |
| OnlineBackup_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| OnlineBackup_Yes | 0.081 | 0.083 | 0.110 | 0.020 | 0.381 | 0.303 | 0.165 | 0.381 | 0.488 | 0.050 | 0.202 | 0.381 | 1.000 | 0.381 | 0.283 | 0.126 | 0.141 | 0.090 | 0.000 | 0.173 | 0.050 | 0.065 | 0.381 | 0.274 | 0.381 | 0.282 | 0.381 | 0.294 | 0.508 | 0.006 | 0.358 |
| OnlineSecurity_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| OnlineSecurity_Yes | 0.170 | 0.099 | 0.191 | 0.080 | 0.333 | 0.275 | 0.028 | 0.333 | 0.425 | 0.092 | 0.097 | 0.333 | 0.283 | 0.333 | 1.000 | 0.000 | 0.142 | 0.115 | 0.111 | 0.080 | 0.092 | 0.036 | 0.333 | 0.187 | 0.333 | 0.175 | 0.333 | 0.354 | 0.420 | 0.012 | 0.326 |
| PaperlessBilling | 0.191 | 0.050 | 0.147 | 0.110 | 0.320 | 0.103 | 0.326 | 0.320 | 0.360 | 0.011 | 0.163 | 0.320 | 0.126 | 0.320 | 0.000 | 1.000 | 0.008 | 0.006 | 0.208 | 0.205 | 0.011 | 0.156 | 0.320 | 0.211 | 0.320 | 0.223 | 0.320 | 0.036 | 0.159 | 0.000 | 0.000 |
| Partner | 0.150 | 0.082 | 0.247 | 0.452 | 0.000 | 0.153 | 0.000 | 0.000 | 0.156 | 0.012 | 0.141 | 0.000 | 0.141 | 0.000 | 0.142 | 0.008 | 1.000 | 0.081 | 0.083 | 0.094 | 0.012 | 0.011 | 0.000 | 0.117 | 0.000 | 0.124 | 0.000 | 0.119 | 0.326 | 0.000 | 0.378 |
| PaymentMethod_Credit card (automatic) | 0.133 | 0.066 | 0.172 | 0.059 | 0.000 | 0.111 | 0.048 | 0.000 | 0.056 | 0.000 | 0.059 | 0.000 | 0.090 | 0.000 | 0.115 | 0.006 | 0.081 | 1.000 | 0.373 | 0.285 | 0.000 | 0.020 | 0.000 | 0.047 | 0.000 | 0.038 | 0.000 | 0.116 | 0.193 | 0.000 | 0.234 |
| PaymentMethod_Electronic check | 0.301 | 0.108 | 0.282 | 0.150 | 0.284 | 0.000 | 0.336 | 0.284 | 0.318 | 0.000 | 0.082 | 0.284 | 0.000 | 0.284 | 0.111 | 0.208 | 0.083 | 0.373 | 1.000 | 0.387 | 0.000 | 0.171 | 0.284 | 0.137 | 0.284 | 0.144 | 0.284 | 0.114 | 0.080 | 0.000 | 0.212 |
| PaymentMethod_Mailed check | 0.091 | 0.000 | 0.000 | 0.057 | 0.321 | 0.187 | 0.306 | 0.321 | 0.377 | 0.000 | 0.227 | 0.321 | 0.173 | 0.321 | 0.080 | 0.205 | 0.094 | 0.285 | 0.387 | 1.000 | 0.000 | 0.153 | 0.321 | 0.250 | 0.321 | 0.247 | 0.321 | 0.084 | 0.315 | 0.006 | 0.235 |
| PhoneService | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.070 | 0.289 | 0.171 | 0.664 | 0.999 | 0.279 | 0.171 | 0.050 | 0.171 | 0.092 | 0.011 | 0.012 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.171 | 0.030 | 0.171 | 0.019 | 0.171 | 0.095 | 0.152 | 0.000 | 0.000 |
| SeniorCitizen | 0.150 | 0.044 | 0.116 | 0.210 | 0.182 | 0.058 | 0.255 | 0.182 | 0.234 | 0.000 | 0.142 | 0.182 | 0.065 | 0.182 | 0.036 | 0.156 | 0.011 | 0.020 | 0.171 | 0.153 | 0.000 | 1.000 | 0.182 | 0.119 | 0.182 | 0.104 | 0.182 | 0.059 | 0.114 | 0.000 | 0.022 |
| StreamingMovies_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| StreamingMovies_Yes | 0.060 | 0.063 | 0.073 | 0.038 | 0.418 | 0.402 | 0.322 | 0.418 | 0.665 | 0.030 | 0.258 | 0.418 | 0.274 | 0.418 | 0.187 | 0.211 | 0.117 | 0.047 | 0.137 | 0.250 | 0.030 | 0.119 | 0.418 | 1.000 | 0.418 | 0.533 | 0.418 | 0.279 | 0.518 | 0.000 | 0.285 |
| StreamingTV_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| StreamingTV_Yes | 0.062 | 0.060 | 0.071 | 0.011 | 0.415 | 0.390 | 0.329 | 0.415 | 0.668 | 0.019 | 0.257 | 0.415 | 0.282 | 0.415 | 0.175 | 0.223 | 0.124 | 0.038 | 0.144 | 0.247 | 0.019 | 0.104 | 0.415 | 0.533 | 0.415 | 1.000 | 0.415 | 0.278 | 0.513 | 0.000 | 0.276 |
| TechSupport_No internet service | 0.227 | 0.036 | 0.218 | 0.139 | 1.000 | 0.380 | 0.465 | 1.000 | 0.967 | 0.171 | 0.210 | 1.000 | 0.381 | 1.000 | 0.333 | 0.320 | 0.000 | 0.000 | 0.284 | 0.321 | 0.171 | 0.182 | 1.000 | 0.418 | 1.000 | 0.415 | 1.000 | 0.336 | 0.429 | 0.000 | 0.023 |
| TechSupport_Yes | 0.164 | 0.095 | 0.240 | 0.062 | 0.336 | 0.333 | 0.016 | 0.336 | 0.445 | 0.095 | 0.100 | 0.336 | 0.294 | 0.336 | 0.354 | 0.036 | 0.119 | 0.116 | 0.114 | 0.084 | 0.095 | 0.059 | 0.336 | 0.279 | 0.336 | 0.278 | 0.336 | 1.000 | 0.437 | 0.000 | 0.324 |
| TotalCharges | 0.213 | 0.208 | 0.396 | 0.091 | 0.429 | 0.522 | 0.370 | 0.429 | 0.638 | 0.152 | 0.469 | 0.429 | 0.508 | 0.429 | 0.420 | 0.159 | 0.326 | 0.193 | 0.080 | 0.315 | 0.152 | 0.114 | 0.429 | 0.518 | 0.429 | 0.513 | 0.429 | 0.437 | 1.000 | 0.000 | 0.890 |
| gender | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| tenure | 0.364 | 0.307 | 0.596 | 0.163 | 0.023 | 0.358 | 0.000 | 0.023 | 0.276 | 0.000 | 0.333 | 0.023 | 0.358 | 0.023 | 0.326 | 0.000 | 0.378 | 0.234 | 0.212 | 0.235 | 0.000 | 0.022 | 0.023 | 0.285 | 0.023 | 0.276 | 0.023 | 0.324 | 0.890 | 0.000 | 1.000 |
Missing values
Sample
| gender | SeniorCitizen | Partner | Dependents | tenure | PhoneService | PaperlessBilling | MonthlyCharges | TotalCharges | Churn | InternetService_Fiber optic | InternetService_No | Contract_One year | Contract_Two year | PaymentMethod_Credit card (automatic) | PaymentMethod_Electronic check | PaymentMethod_Mailed check | MultipleLines_No phone service | MultipleLines_Yes | OnlineSecurity_No internet service | OnlineSecurity_Yes | OnlineBackup_No internet service | OnlineBackup_Yes | DeviceProtection_No internet service | DeviceProtection_Yes | TechSupport_No internet service | TechSupport_Yes | StreamingTV_No internet service | StreamingTV_Yes | StreamingMovies_No internet service | StreamingMovies_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 29.85 | 29.85 | 0 | False | False | False | False | False | True | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False |
| 1 | 1 | 0 | 0 | 0 | 34 | 1 | 0 | 56.95 | 1889.50 | 0 | False | False | True | False | False | False | True | False | False | False | True | False | False | False | True | False | False | False | False | False | False |
| 2 | 1 | 0 | 0 | 0 | 2 | 1 | 1 | 53.85 | 108.15 | 1 | False | False | False | False | False | False | True | False | False | False | True | False | True | False | False | False | False | False | False | False | False |
| 3 | 1 | 0 | 0 | 0 | 45 | 0 | 0 | 42.30 | 1840.75 | 0 | False | False | True | False | False | False | False | True | False | False | True | False | False | False | True | False | True | False | False | False | False |
| 4 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 70.70 | 151.65 | 1 | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 5 | 0 | 0 | 0 | 0 | 8 | 1 | 1 | 99.65 | 820.50 | 1 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | True | False | False | False | True | False | True |
| 6 | 1 | 0 | 0 | 1 | 22 | 1 | 1 | 89.10 | 1949.40 | 0 | True | False | False | False | True | False | False | False | True | False | False | False | True | False | False | False | False | False | True | False | False |
| 7 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 29.75 | 301.90 | 0 | False | False | False | False | False | False | True | True | False | False | True | False | False | False | False | False | False | False | False | False | False |
| 8 | 0 | 0 | 1 | 0 | 28 | 1 | 1 | 104.80 | 3046.05 | 1 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | True | False | True | False | True | False | True |
| 9 | 1 | 0 | 0 | 1 | 62 | 1 | 0 | 56.15 | 3487.95 | 0 | False | False | True | False | False | False | False | False | False | False | True | False | True | False | False | False | False | False | False | False | False |
| gender | SeniorCitizen | Partner | Dependents | tenure | PhoneService | PaperlessBilling | MonthlyCharges | TotalCharges | Churn | InternetService_Fiber optic | InternetService_No | Contract_One year | Contract_Two year | PaymentMethod_Credit card (automatic) | PaymentMethod_Electronic check | PaymentMethod_Mailed check | MultipleLines_No phone service | MultipleLines_Yes | OnlineSecurity_No internet service | OnlineSecurity_Yes | OnlineBackup_No internet service | OnlineBackup_Yes | DeviceProtection_No internet service | DeviceProtection_Yes | TechSupport_No internet service | TechSupport_Yes | StreamingTV_No internet service | StreamingTV_Yes | StreamingMovies_No internet service | StreamingMovies_Yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 1 | 0 | 0 | 0 | 38 | 1 | 1 | 69.50 | 2625.25 | 0 | True | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False |
| 7034 | 0 | 0 | 0 | 0 | 67 | 1 | 1 | 102.95 | 6886.25 | 1 | True | False | False | False | True | False | False | False | True | False | True | False | True | False | True | False | False | False | True | False | False |
| 7035 | 1 | 0 | 0 | 0 | 19 | 1 | 1 | 78.70 | 1495.10 | 0 | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False |
| 7036 | 0 | 0 | 0 | 0 | 12 | 0 | 0 | 60.65 | 743.30 | 0 | False | False | True | False | False | True | False | True | False | False | False | False | True | False | True | False | True | False | True | False | True |
| 7037 | 0 | 0 | 0 | 0 | 72 | 1 | 1 | 21.15 | 1419.40 | 0 | False | True | False | True | False | False | False | False | False | True | False | True | False | True | False | True | False | True | False | True | False |
| 7038 | 1 | 0 | 1 | 1 | 24 | 1 | 1 | 84.80 | 1990.50 | 0 | False | False | True | False | False | False | True | False | True | False | True | False | False | False | True | False | True | False | True | False | True |
| 7039 | 0 | 0 | 1 | 1 | 72 | 1 | 1 | 103.20 | 7362.90 | 0 | True | False | True | False | True | False | False | False | True | False | False | False | True | False | True | False | False | False | True | False | True |
| 7040 | 0 | 0 | 1 | 1 | 11 | 0 | 1 | 29.60 | 346.45 | 0 | False | False | False | False | False | True | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False |
| 7041 | 1 | 1 | 1 | 0 | 4 | 1 | 1 | 74.40 | 306.60 | 1 | True | False | False | False | False | False | True | False | True | False | False | False | False | False | False | False | False | False | False | False | False |
| 7042 | 1 | 0 | 0 | 0 | 66 | 1 | 1 | 105.65 | 6844.50 | 0 | True | False | False | True | False | False | False | False | False | False | True | False | False | False | True | False | True | False | True | False | True |
Duplicate rows
Most frequently occurring
| gender | SeniorCitizen | Partner | Dependents | tenure | PhoneService | PaperlessBilling | MonthlyCharges | TotalCharges | Churn | InternetService_Fiber optic | InternetService_No | Contract_One year | Contract_Two year | PaymentMethod_Credit card (automatic) | PaymentMethod_Electronic check | PaymentMethod_Mailed check | MultipleLines_No phone service | MultipleLines_Yes | OnlineSecurity_No internet service | OnlineSecurity_Yes | OnlineBackup_No internet service | OnlineBackup_Yes | DeviceProtection_No internet service | DeviceProtection_Yes | TechSupport_No internet service | TechSupport_Yes | StreamingTV_No internet service | StreamingTV_Yes | StreamingMovies_No internet service | StreamingMovies_Yes | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 20.05 | 20.05 | 0 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 3 |
| 10 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 20.20 | 20.20 | 0 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 3 |
| 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 19.55 | 19.55 | 0 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 2 |
| 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 19.65 | 19.65 | 0 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 2 |
| 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 19.90 | 19.90 | 0 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 2 |
| 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 20.90 | 20.90 | 1 | False | True | False | False | False | False | True | False | False | True | False | True | False | True | False | True | False | True | False | True | False | 2 |
| 4 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 69.20 | 69.20 | 1 | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 2 |
| 5 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 70.10 | 70.10 | 1 | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 2 |
| 6 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 70.15 | 70.15 | 1 | True | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 2 |
| 7 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 69.60 | 69.60 | 1 | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 2 |